| 2025 | AISTATS | Tight Analysis of Difference-of-Convex Algorithm (DCA) Improves Convergence Rates for Proximal Gradient Descent. | Teodor Rotaru, Panagiotis Patrinos, Franois Glineur |
| 2025 | ICML | Nonlinearly Preconditioned Gradient Methods under Generalized Smoothness. | Konstantinos A. Oikonomidis, Jan Quan, Emanuel Laude, Panagiotis Patrinos |
| 2025 | IROS | ExAMPC: the Data-Driven Explainable and Approximate NMPC with Physical Insights. | Jean Pierre Allamaa, Panagiotis Patrinos, Tong Duy Son |
| 2024 | AAAI | Unsupervised Neighborhood Propagation Kernel Layers for Semi-supervised Node Classification. | Sonny Achten, Francesco Tonin, Panagiotis Patrinos, Johan A. K. Suykens |
| 2024 | ECCV | Convex Relaxations for Manifold-Valued Markov Random Fields with Approximation Guarantees. | Robin Kenis, Emanuel Laude, Panagiotis Patrinos |
| 2024 | ICML | Adaptive Proximal Gradient Methods Are Universal Without Approximation. | Konstantinos A. Oikonomidis, Emanuel Laude, Puya Latafat, Andreas Themelis, Panagiotis Patrinos |
| 2024 | ICML | Learning in Feature Spaces via Coupled Covariances: Asymmetric Kernel SVD and Nystrm method. | Qinghua Tao, Francesco Tonin, Alex Lambert, Yingyi Chen, Panagiotis Patrinos, Johan A. K. Suykens |
| 2023 | ICLR | Solving stochastic weak Minty variational inequalities without increasing batch size. | Thomas Pethick, Olivier Fercoq, Puya Latafat, Panagiotis Patrinos, Volkan Cevher |
| 2023 | ICML | Extending Kernel PCA through Dualization: Sparsity, Robustness and Fast Algorithms. | Francesco Tonin, Alex Lambert, Panagiotis Patrinos, Johan A. K. Suykens |
| 2022 | ICASSP | Learning-Based Resource Allocation with Dynamic Data Rate Constraints. | Pourya Behmandpoor, Panagiotis Patrinos, Marc Moonen |
| 2021 | IJCNN | Unsupervised Energy-based Out-of-distribution Detection using Stiefel-Restricted Kernel Machine. | Francesco Tonin, Arun Pandey, Panagiotis Patrinos, Johan A. K. Suykens |
| 2020 | ICML | Inertial Block Proximal Methods for Non-Convex Non-Smooth Optimization. | Hien Le, Nicolas Gillis, Panagiotis Patrinos |